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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Advances in higher education and professional development book series
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

167 results · 1 filter active ·
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20102025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
167 works in the cohort · of 4,299,418page 3 of 4

Labels cover 1 of 167 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 167 of 167 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
Publishing as Pedagogy
Lauren Halcomb-Smith, Alison Crump, Mela Sarkar
2020· book-chapter· en· Advances in higher education and professional development book series· Computer Science
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
affunlabeled
A Matter of “Care-Full” Consideration
Cynthia Jacqueline Alexander, Amy Tureen
2022· book-chapter· en· Advances in higher education and professional development book series· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Learners as Leaders
Kelly Greenfield, Penny Cofield, Kristen Dyson, Scott Taylor, Sandy Brennan, Rob Greenwood
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Getting Time to Teach
Scott Reid
2013· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Teaching on the Margins
Marina Salvatore
2025· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Smash-Up
Laurie Alisat
2019· book-chapter· en· Advances in higher education and professional development book series· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Internationalisation of Higher Education and Its Political Dynamics
M. Mahruf C. Shohel, Wendy Sall, Md. Ashrafuzzaman, Rasel Babu, Mohammad Abu Bakar Siddik, Nazia Tasnim +1 more
2024· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working at the Edu-Factory
Alexandru Caldararu
2025· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Perceptions of Doctoral-Affiliated Professionals
Caroline M. Crawford, Derrick L. Bullard, LaToya D. Cesar, James Price Dillard, Jillian N. Jackson, Angela McCall Hill +3 more
2023· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Drawing Possibility
María del Carmen Rodríguez de France
2021· book-chapter· en· Advances in higher education and professional development book series· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
The Marketing of Business Education in Estonia
Brent McKenzie
2023· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Digital and Collaborative Work
Christelle Lison, Constance Denis
2019· book-chapter· en· Advances in higher education and professional development book series· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
An Educator's Journey
Nenad Radakovic, Nesma Khalil
2018· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Innovative Curriculum Design
Sophia Palahicky
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Online Discussion Tools in Teacher Education
Rosa Cendros Araujo, George Gadanidis
2017· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Case Study
Jacqueline M. Lambert
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Principles in Practice
Mavis Morton, Jeji Varghese, Elizabeth Jackson, Leah Levac
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
“I Had No Idea What I Was Doing”
Jady Robertshaw, Guofang Li
2022· book-chapter· en· Advances in higher education and professional development book series· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Continuous Improvement Philosophy in Higher Education
Parminder Singh Kang, Rajbir Singh Bhatti, Gurinder Singh
2019· book-chapter· en· Advances in higher education and professional development book series· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Sites of Immanent Social Critique
Frank C. Martin
2022· book-chapter· en· Advances in higher education and professional development book series· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Beyond High-Stakes Assessment
Breeda McGrath, Juan Carlos Mavo Navarro
2021· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
0
citations
affunlabeled
Higher Education in a Virtual World
Patricia Genoe McLaren, Lori Francis
2011· book-chapter· en· Advances in higher education and professional development book series· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Core Curriculum
Cynthia J. Alexander
2022· book-chapter· en· Advances in higher education and professional development book series· Psychology
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Learning Solidarity, Building Power
Lauren Ware Stark
2025· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About